Research Services: Advancing Discovery through Generative AI and Customised Prompt Engineering

What We Offer

Unlock Insights. Power Innovation. Adapt for Every Audience

At Cloud Stem, our Research Services are designed for organisations seeking to explore the full potential of generative AI and large language models across sectors such as IT, scientific research, healthcare, and data science. Whether you're building AI-native platforms, testing complex queries, or looking to understand the output of AI systems across various user profiles, we offer tailored research support grounded in precision, scalability, and relevance.

Prompt Engineering and Output Analysis

We specialise in crafting, refining, and benchmarking AI prompts to deliver high-impact results across different objectives. Our team designs prompt structures that generate accurate, insightful, and bias-aware responses from generative AI models like GPT and Gemini. Each prompt is stress-tested across technical, academic, and generalist contexts.

We also assess outputs using metrics that reflect real-world application needs—such as factual accuracy, logical cohesion, semantic depth, and linguistic clarity—enabling your research to rely on trusted outcomes for your projects.

Language Adaptation for Diverse User Profiles

One of our core strengths is adapting AI outputs based on user language proficiency. We develop models and prompt strategies that return differentiated responses for distinct user groups:

• Expert Users – Responses enriched with domain-specific terminology and data references.

• Intermediate Users – Outputs presented in semi-technical language, maintaining accuracy without overwhelming jargon.

• General Users – Easy-to-understand answers using plain English, with examples and analogies to aid comprehension.

• Non-native English Speakers – Clear, concise language that simplifies advanced ideas without loss of meaning.

AI-Aided Research Sprints

Our research sprints are short, intensive engagements designed to help your team explore specific AI capabilities or answer key research questions in a structured format. We help your organisation:

• Develop hypotheses using generative AI

• Generate large-scale synthetic data or summaries

• Design controlled experiments using AI tools

• Automate literature reviews or technical reporting

Cross-Sector Knowledge Integration

We are uniquely positioned to help connect research outcomes across scientific, IT, and social domains. Whether you're building explainable AI tools for biomedical use or testing generative AI in data infrastructure projects, we bring clarity to complexity.

We work with academic institutions, research labs, startups, and enterprise R&D teams to validate hypotheses, simulate user interactions, and build early proof-of-concepts using LLMs.

Deliverables You Can Expect

• A structured prompt library tailored to your goals

• Multi-tiered response samples for different audiences

• Technical documentation and linguistic breakdowns

• In-depth reports showing the reliability and repeatability of AI-generated results

• Optional workshops or training to help your team design and refine their own AI research pipelines

Use Focused Research Services

We align our research services with your existing digital and data frameworks, creating a unified environment that enhances the reliability, scalability, and interpretability of generative AI within your research workflows. This integration ensures that your teams can extract meaningful insights without disrupting your current systems or processes.